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Open access Aug 2026

Exact grid-free confidence-region computation from dependent p -value functions under arbitrary dependence

Repeated sample splitting, cross-fitting, conformal ensembling, and related randomized workflows often produce multiple dependent valid p-value functions for the same target. Existing p-merging theory guarantees pointwise validity under arbitrary dependence, but turning the merged output into a confidence region typica...

Ya Lin · 0 citations

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